The morning sun, which streamed through the large windows of Ms. Rodriguez’s classroom, offered no comfort. She had a headache, a persistent throbbing that felt like a drill hammering into her skull. She'd spent the entire weekend prepping for a particularly difficult class, and the students were, as usual, uncooperative. A knock at the door, followed by a squeaky voice.

"Delivery for Ms. Rodriguez!"

It was a box overflowing with what appeared to be… craft supplies. Glitter, glue, colored paper, all the usual suspects. A small, handwritten note read: *Remember how much you loved art class? From Kyle!* Kyle. The student who was always falling asleep, the student she’d repeatedly sent to detention. She couldn't help but narrow her eyes. The box felt like an insult. She shoved it into a cupboard, the door slamming shut with a satisfying *thunk*.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224